My Data

Dataset statistics

Number of variables	38
Number of observations	1470
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	436.5 KiB
Average record size in memory	304.1 B

Variable types

Numeric	17
Boolean	3
Categorical	18

Alerts

`EmployeeCount` has constant value ""	Constant
`Over18` has constant value ""	Constant
`StandardHours` has constant value ""	Constant
`Age` is highly overall correlated with `TotalWorkingYears`	High correlation
`Department` is highly overall correlated with `EducationField` and 1 other fields	High correlation
`EducationField` is highly overall correlated with `Department`	High correlation
`Incentive` is highly overall correlated with `PercentSalaryHike`	High correlation
`JobLevel` is highly overall correlated with `JobRole` and 2 other fields	High correlation
`JobRole` is highly overall correlated with `Department` and 1 other fields	High correlation
`MaritalStatus` is highly overall correlated with `StockOptionLevel`	High correlation
`MonthlyIncome` is highly overall correlated with `JobLevel` and 1 other fields	High correlation
`PercentSalaryHike` is highly overall correlated with `Incentive` and 1 other fields	High correlation
`PerformanceRating` is highly overall correlated with `PercentSalaryHike`	High correlation
`StockOptionLevel` is highly overall correlated with `MaritalStatus`	High correlation
`TotalWorkingYears` is highly overall correlated with `Age` and 3 other fields	High correlation
`YearsAtCompany` is highly overall correlated with `TotalWorkingYears` and 3 other fields	High correlation
`YearsInCurrentRole` is highly overall correlated with `YearsAtCompany` and 2 other fields	High correlation
`YearsSinceLastPromotion` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`YearsWithCurrManager` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`EmployeeNumber` has unique values	Unique
`NumCompaniesWorked` has 197 (13.4%) zeros	Zeros
`TrainingTimesLastYear` has 54 (3.7%) zeros	Zeros
`YearsAtCompany` has 44 (3.0%) zeros	Zeros
`YearsInCurrentRole` has 244 (16.6%) zeros	Zeros
`YearsSinceLastPromotion` has 581 (39.5%) zeros	Zeros
`YearsWithCurrManager` has 263 (17.9%) zeros	Zeros
`Incentive` has 475 (32.3%) zeros	Zeros
`RemoteWork` has 44 (3.0%) zeros	Zeros

Reproduction

Analysis started	2024-01-14 15:43:21.217045
Analysis finished	2024-01-14 15:43:54.758618
Duration	33.54 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

Age
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.92381

Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	30
median	36
Q3	43
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.1353735
Coefficient of variation (CV)	0.24741146
Kurtosis	-0.40414514
Mean	36.92381
Median Absolute Deviation (MAD)	6
Skewness	0.4132863
Sum	54278
Variance	83.455049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
35	78	5.3%
34	77	5.2%
36	69	4.7%
31	69	4.7%
29	68	4.6%
32	61	4.1%
30	60	4.1%
33	58	3.9%
38	58	3.9%
40	57	3.9%
Other values (33)	815	55.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	8	0.5%
19	9	0.6%
20	11	0.7%
21	13	0.9%
22	16	1.1%
23	14	1.0%
24	26	1.8%
25	26	1.8%
26	39	2.7%
27	48	3.3%

Value	Count	Frequency (%)
60	5	0.3%
59	10	0.7%
58	14	1.0%
57	4	0.3%
56	14	1.0%
55	22	1.5%
54	18	1.2%
53	19	1.3%
52	18	1.2%
51	19	1.3%

Attrition
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

False	1233
True	237

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	1233	83.9%
True	237	16.1%

BusinessTravel
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

Travel_Rarely	1043
Travel_Frequently	277
Non-Travel	150

Length

Max length	17
Median length	13
Mean length	13.447619
Min length	10

Characters and Unicode

Total characters	19768
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Travel_Rarely
2nd row	Travel_Rarely
3rd row	Travel_Rarely
4th row	Travel_Rarely
5th row	Travel_Rarely

Common Values

Value	Count	Frequency (%)
Travel_Rarely	1043	71.0%
Travel_Frequently	277	18.8%
Non-Travel	150	10.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
travel_rarely	1043	71.0%
travel_frequently	277	18.8%
non-travel	150	10.2%

Most occurring characters

Value	Count	Frequency (%)
e	3067	15.5%
r	2790	14.1%
l	2790	14.1%
a	2513	12.7%
T	1470	7.4%
v	1470	7.4%
y	1320	6.7%
_	1320	6.7%
R	1043	5.3%
n	427	2.2%
Other values (7)	1558	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15358	77.7%
Uppercase Letter	2940	14.9%
Connector Punctuation	1320	6.7%
Dash Punctuation	150	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3067	20.0%
r	2790	18.2%
l	2790	18.2%
a	2513	16.4%
v	1470	9.6%
y	1320	8.6%
n	427	2.8%
q	277	1.8%
u	277	1.8%
t	277	1.8%

Uppercase Letter

Value	Count	Frequency (%)
T	1470	50.0%
R	1043	35.5%
F	277	9.4%
N	150	5.1%

Connector Punctuation

Value	Count	Frequency (%)
_	1320	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	150	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18298	92.6%
Common	1470	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3067	16.8%
r	2790	15.2%
l	2790	15.2%
a	2513	13.7%
T	1470	8.0%
v	1470	8.0%
y	1320	7.2%
R	1043	5.7%
n	427	2.3%
F	277	1.5%
Other values (5)	1131	6.2%

Common

Value	Count	Frequency (%)
_	1320	89.8%
-	150	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19768	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3067	15.5%
r	2790	14.1%
l	2790	14.1%
a	2513	12.7%
T	1470	7.4%
v	1470	7.4%
y	1320	6.7%
_	1320	6.7%
R	1043	5.3%
n	427	2.2%
Other values (7)	1558	7.9%

DailyAchievement
Real number (ℝ)

Distinct	886
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	802.48571

Minimum	102
Maximum	1499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	102
5-th percentile	165.35
Q1	465
median	802
Q3	1157
95-th percentile	1424.1
Maximum	1499
Range	1397
Interquartile range (IQR)	692

Descriptive statistics

Standard deviation	403.5091
Coefficient of variation (CV)	0.50282403
Kurtosis	-1.2038228
Mean	802.48571
Median Absolute Deviation (MAD)	344
Skewness	-0.0035185684
Sum	1179654
Variance	162819.59
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
691	6	0.4%
530	5	0.3%
408	5	0.3%
1329	5	0.3%
1082	5	0.3%
329	5	0.3%
1157	4	0.3%
906	4	0.3%
267	4	0.3%
334	4	0.3%
Other values (876)	1423	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
102	1	0.1%
103	1	0.1%
104	1	0.1%
105	1	0.1%
106	1	0.1%
107	1	0.1%
109	1	0.1%
111	3	0.2%
115	1	0.1%
116	2	0.1%

Value	Count	Frequency (%)
1499	1	0.1%
1498	1	0.1%
1496	2	0.1%
1495	3	0.2%
1492	1	0.1%
1490	4	0.3%
1488	1	0.1%
1485	3	0.2%
1482	1	0.1%
1480	2	0.1%

Department
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

Research & Development	961
Sales	446
Human Resources	63

Length

Max length	22
Median length	22
Mean length	16.542177
Min length	5

Characters and Unicode

Total characters	24317
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Research & Development
2nd row	Research & Development
3rd row	Sales
4th row	Research & Development
5th row	Research & Development

Common Values

Value	Count	Frequency (%)
Research & Development	961	65.4%
Sales	446	30.3%
Human Resources	63	4.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
research	961	27.8%
	961	27.8%
development	961	27.8%
sales	446	12.9%
human	63	1.8%
resources	63	1.8%

Most occurring characters

Value	Count	Frequency (%)
e	5377	22.1%
	1985	8.2%
s	1533	6.3%
a	1470	6.0%
l	1407	5.8%
R	1024	4.2%
r	1024	4.2%
c	1024	4.2%
n	1024	4.2%
m	1024	4.2%
Other values (10)	7425	30.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18877	77.6%
Uppercase Letter	2494	10.3%
Space Separator	1985	8.2%
Other Punctuation	961	4.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5377	28.5%
s	1533	8.1%
a	1470	7.8%
l	1407	7.5%
r	1024	5.4%
c	1024	5.4%
n	1024	5.4%
m	1024	5.4%
o	1024	5.4%
p	961	5.1%
Other values (4)	3009	15.9%

Uppercase Letter

Value	Count	Frequency (%)
R	1024	41.1%
D	961	38.5%
S	446	17.9%
H	63	2.5%

Space Separator

Value	Count	Frequency (%)
	1985	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	961	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21371	87.9%
Common	2946	12.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5377	25.2%
s	1533	7.2%
a	1470	6.9%
l	1407	6.6%
R	1024	4.8%
r	1024	4.8%
c	1024	4.8%
n	1024	4.8%
m	1024	4.8%
o	1024	4.8%
Other values (8)	5440	25.5%

Common

Value	Count	Frequency (%)
	1985	67.4%
&	961	32.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24317	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	5377	22.1%
	1985	8.2%
s	1533	6.3%
a	1470	6.0%
l	1407	5.8%
R	1024	4.2%
r	1024	4.2%
c	1024	4.2%
n	1024	4.2%
m	1024	4.2%
Other values (10)	7425	30.5%

DistanceFromHome
Real number (ℝ)

Distinct	29
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.192517

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	7
Q3	14
95-th percentile	26
Maximum	29
Range	28
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.1068644
Coefficient of variation (CV)	0.88189823
Kurtosis	-0.2248334
Mean	9.192517
Median Absolute Deviation (MAD)	5
Skewness	0.958118
Sum	13513
Variance	65.721251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
2	211	14.4%
1	208	14.1%
10	86	5.9%
9	85	5.8%
3	84	5.7%
7	84	5.7%
8	80	5.4%
5	65	4.4%
4	64	4.4%
6	59	4.0%
Other values (19)	444	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	208	14.1%
2	211	14.4%
3	84	5.7%
4	64	4.4%
5	65	4.4%
6	59	4.0%
7	84	5.7%
8	80	5.4%
9	85	5.8%
10	86	5.9%

Value	Count	Frequency (%)
29	27	1.8%
28	23	1.6%
27	12	0.8%
26	25	1.7%
25	25	1.7%
24	28	1.9%
23	27	1.8%
22	19	1.3%
21	18	1.2%
20	25	1.7%

Education
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

3	572
4	398
2	282
1	170
5	48

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	3
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
3	572	38.9%
4	398	27.1%
2	282	19.2%
1	170	11.6%
5	48	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	572	38.9%
4	398	27.1%
2	282	19.2%
1	170	11.6%
5	48	3.3%

Most occurring characters

Value	Count	Frequency (%)
3	572	38.9%
4	398	27.1%
2	282	19.2%
1	170	11.6%
5	48	3.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	572	38.9%
4	398	27.1%
2	282	19.2%
1	170	11.6%
5	48	3.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	572	38.9%
4	398	27.1%
2	282	19.2%
1	170	11.6%
5	48	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	572	38.9%
4	398	27.1%
2	282	19.2%
1	170	11.6%
5	48	3.3%

EducationField
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

Life Sciences	606
Medical	464
Marketing	159
Technical Degree	132
Other	82

Length

Max length	16
Median length	15
Mean length	10.533333
Min length	5

Characters and Unicode

Total characters	15484
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medical
2nd row	Life Sciences
3rd row	Marketing
4th row	Medical
5th row	Life Sciences

Common Values

Value	Count	Frequency (%)
Life Sciences	606	41.2%
Medical	464	31.6%
Marketing	159	10.8%
Technical Degree	132	9.0%
Other	82	5.6%
Human Resources	27	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
life	606	27.1%
sciences	606	27.1%
medical	464	20.8%
marketing	159	7.1%
technical	132	5.9%
degree	132	5.9%
other	82	3.7%
human	27	1.2%
resources	27	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	3105	20.1%
i	1967	12.7%
c	1967	12.7%
n	924	6.0%
a	782	5.1%
	765	4.9%
s	660	4.3%
M	623	4.0%
L	606	3.9%
f	606	3.9%
Other values (16)	3479	22.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12484	80.6%
Uppercase Letter	2235	14.4%
Space Separator	765	4.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3105	24.9%
i	1967	15.8%
c	1967	15.8%
n	924	7.4%
a	782	6.3%
s	660	5.3%
f	606	4.9%
l	596	4.8%
d	464	3.7%
r	400	3.2%
Other values (7)	1013	8.1%

Uppercase Letter

Value	Count	Frequency (%)
M	623	27.9%
L	606	27.1%
S	606	27.1%
T	132	5.9%
D	132	5.9%
O	82	3.7%
H	27	1.2%
R	27	1.2%

Space Separator

Value	Count	Frequency (%)
	765	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14719	95.1%
Common	765	4.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3105	21.1%
i	1967	13.4%
c	1967	13.4%
n	924	6.3%
a	782	5.3%
s	660	4.5%
M	623	4.2%
L	606	4.1%
f	606	4.1%
S	606	4.1%
Other values (15)	2873	19.5%

Common

Value	Count	Frequency (%)
	765	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15484	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3105	20.1%
i	1967	12.7%
c	1967	12.7%
n	924	6.0%
a	782	5.1%
	765	4.9%
s	660	4.3%
M	623	4.0%
L	606	3.9%
f	606	3.9%
Other values (16)	3479	22.5%

EmployeeCount
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

1	1470

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1470	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1470	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1470	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1470	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1470	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1470	100.0%

EmployeeNumber
Real number (ℝ)

UNIQUE

Distinct	1470
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1024.8653

Minimum	1
Maximum	2068
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	1
5-th percentile	96.45
Q1	491.25
median	1020.5
Q3	1555.75
95-th percentile	1967.55
Maximum	2068
Range	2067
Interquartile range (IQR)	1064.5

Descriptive statistics

Standard deviation	602.02433
Coefficient of variation (CV)	0.58741801
Kurtosis	-1.2231789
Mean	1024.8653
Median Absolute Deviation (MAD)	533.5
Skewness	0.01657402
Sum	1506552
Variance	362433.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
143	1	0.1%
1115	1	0.1%
1242	1	0.1%
754	1	0.1%
1282	1	0.1%
867	1	0.1%
1924	1	0.1%
1394	1	0.1%
1611	1	0.1%
446	1	0.1%
Other values (1460)	1460	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%
7	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
2068	1	0.1%
2065	1	0.1%
2064	1	0.1%
2062	1	0.1%
2061	1	0.1%
2060	1	0.1%
2057	1	0.1%
2056	1	0.1%
2055	1	0.1%
2054	1	0.1%

EnvironmentSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

3	453
4	446
2	287
1	284

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	1
3rd row	3
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
3	453	30.8%
4	446	30.3%
2	287	19.5%
1	284	19.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	453	30.8%
4	446	30.3%
2	287	19.5%
1	284	19.3%

Most occurring characters

Value	Count	Frequency (%)
3	453	30.8%
4	446	30.3%
2	287	19.5%
1	284	19.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	453	30.8%
4	446	30.3%
2	287	19.5%
1	284	19.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	453	30.8%
4	446	30.3%
2	287	19.5%
1	284	19.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	453	30.8%
4	446	30.3%
2	287	19.5%
1	284	19.3%

Gender
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

Male	882
Female	588

Length

Max length	6
Median length	4
Mean length	4.8
Min length	4

Characters and Unicode

Total characters	7056
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	882	60.0%
Female	588	40.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	882	60.0%
female	588	40.0%

Most occurring characters

Value	Count	Frequency (%)
e	2058	29.2%
a	1470	20.8%
l	1470	20.8%
M	882	12.5%
F	588	8.3%
m	588	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5586	79.2%
Uppercase Letter	1470	20.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2058	36.8%
a	1470	26.3%
l	1470	26.3%
m	588	10.5%

Uppercase Letter

Value	Count	Frequency (%)
M	882	60.0%
F	588	40.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7056	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2058	29.2%
a	1470	20.8%
l	1470	20.8%
M	882	12.5%
F	588	8.3%
m	588	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7056	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2058	29.2%
a	1470	20.8%
l	1470	20.8%
M	882	12.5%
F	588	8.3%
m	588	8.3%

HourlyAchievement
Real number (ℝ)

Distinct	71
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.891156

Minimum	30
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	30
5-th percentile	33
Q1	48
median	66
Q3	83.75
95-th percentile	97
Maximum	100
Range	70
Interquartile range (IQR)	35.75

Descriptive statistics

Standard deviation	20.329428
Coefficient of variation (CV)	0.30853044
Kurtosis	-1.1963985
Mean	65.891156
Median Absolute Deviation (MAD)	18
Skewness	-0.032310953
Sum	96860
Variance	413.28563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66	29	2.0%
42	28	1.9%
98	28	1.9%
84	28	1.9%
48	28	1.9%
57	27	1.8%
96	27	1.8%
79	27	1.8%
56	26	1.8%
87	26	1.8%
Other values (61)	1196	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	19	1.3%
31	15	1.0%
32	24	1.6%
33	19	1.3%
34	12	0.8%
35	18	1.2%
36	18	1.2%
37	18	1.2%
38	13	0.9%
39	17	1.2%

Value	Count	Frequency (%)
100	19	1.3%
99	20	1.4%
98	28	1.9%
97	21	1.4%
96	27	1.8%
95	23	1.6%
94	22	1.5%
93	16	1.1%
92	25	1.7%
91	18	1.2%

JobInvolvement
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

3	868
2	375
4	144
1	83

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	2
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	868	59.0%
2	375	25.5%
4	144	9.8%
1	83	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	868	59.0%
2	375	25.5%
4	144	9.8%
1	83	5.6%

Most occurring characters

Value	Count	Frequency (%)
3	868	59.0%
2	375	25.5%
4	144	9.8%
1	83	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	868	59.0%
2	375	25.5%
4	144	9.8%
1	83	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	868	59.0%
2	375	25.5%
4	144	9.8%
1	83	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	868	59.0%
2	375	25.5%
4	144	9.8%
1	83	5.6%

JobLevel
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

1	543
2	534
3	218
4	106
5	69

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	543	36.9%
2	534	36.3%
3	218	14.8%
4	106	7.2%
5	69	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	543	36.9%
2	534	36.3%
3	218	14.8%
4	106	7.2%
5	69	4.7%

Most occurring characters

Value	Count	Frequency (%)
1	543	36.9%
2	534	36.3%
3	218	14.8%
4	106	7.2%
5	69	4.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	543	36.9%
2	534	36.3%
3	218	14.8%
4	106	7.2%
5	69	4.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	543	36.9%
2	534	36.3%
3	218	14.8%
4	106	7.2%
5	69	4.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	543	36.9%
2	534	36.3%
3	218	14.8%
4	106	7.2%
5	69	4.7%

JobRole
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

Sales Executive	326
Research Scientist	292
Laboratory Technician	259
Manufacturing Director	145
Healthcare Representative	131
Other values (4)	317

Length

Max length	25
Median length	21
Mean length	18.070748
Min length	7

Characters and Unicode

Total characters	26564
Distinct characters	29
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Research Scientist
2nd row	Research Scientist
3rd row	Sales Executive
4th row	Research Scientist
5th row	Laboratory Technician

Common Values

Value	Count	Frequency (%)
Sales Executive	326	22.2%
Research Scientist	292	19.9%
Laboratory Technician	259	17.6%
Manufacturing Director	145	9.9%
Healthcare Representative	131	8.9%
Manager	102	6.9%
Sales Representative	83	5.6%
Research Director	80	5.4%
Human Resources	52	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sales	409	14.4%
research	372	13.1%
executive	326	11.5%
scientist	292	10.3%
laboratory	259	9.1%
technician	259	9.1%
director	225	7.9%
representative	214	7.5%
manufacturing	145	5.1%
healthcare	131	4.6%
Other values (3)	206	7.3%

Most occurring characters

Value	Count	Frequency (%)
e	3905	14.7%
a	2580	9.7%
t	2098	7.9%
c	2061	7.8%
i	2012	7.6%
r	1984	7.5%
n	1468	5.5%
s	1391	5.2%
	1368	5.1%
o	795	3.0%
Other values (19)	6902	26.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22358	84.2%
Uppercase Letter	2838	10.7%
Space Separator	1368	5.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3905	17.5%
a	2580	11.5%
t	2098	9.4%
c	2061	9.2%
i	2012	9.0%
r	1984	8.9%
n	1468	6.6%
s	1391	6.2%
o	795	3.6%
h	762	3.4%
Other values (10)	3302	14.8%

Uppercase Letter

Value	Count	Frequency (%)
S	701	24.7%
R	638	22.5%
E	326	11.5%
L	259	9.1%
T	259	9.1%
M	247	8.7%
D	225	7.9%
H	183	6.4%

Space Separator

Value	Count	Frequency (%)
	1368	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	25196	94.9%
Common	1368	5.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3905	15.5%
a	2580	10.2%
t	2098	8.3%
c	2061	8.2%
i	2012	8.0%
r	1984	7.9%
n	1468	5.8%
s	1391	5.5%
o	795	3.2%
h	762	3.0%
Other values (18)	6140	24.4%

Common

Value	Count	Frequency (%)
	1368	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26564	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3905	14.7%
a	2580	9.7%
t	2098	7.9%
c	2061	7.8%
i	2012	7.6%
r	1984	7.5%
n	1468	5.5%
s	1391	5.2%
	1368	5.1%
o	795	3.0%
Other values (19)	6902	26.0%

JobSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

4	459
3	442
1	289
2	280

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	3
3rd row	3
4th row	4
5th row	3

Common Values

Value	Count	Frequency (%)
4	459	31.2%
3	442	30.1%
1	289	19.7%
2	280	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	459	31.2%
3	442	30.1%
1	289	19.7%
2	280	19.0%

Most occurring characters

Value	Count	Frequency (%)
4	459	31.2%
3	442	30.1%
1	289	19.7%
2	280	19.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	459	31.2%
3	442	30.1%
1	289	19.7%
2	280	19.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	459	31.2%
3	442	30.1%
1	289	19.7%
2	280	19.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	459	31.2%
3	442	30.1%
1	289	19.7%
2	280	19.0%

MaritalStatus
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

Married	673
Single	470
Divorced	327

Length

Max length	8
Median length	7
Mean length	6.9027211
Min length	6

Characters and Unicode

Total characters	10147
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Married
2nd row	Divorced
3rd row	Single
4th row	Married
5th row	Single

Common Values

Value	Count	Frequency (%)
Married	673	45.8%
Single	470	32.0%
Divorced	327	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	673	45.8%
single	470	32.0%
divorced	327	22.2%

Most occurring characters

Value	Count	Frequency (%)
r	1673	16.5%
i	1470	14.5%
e	1470	14.5%
d	1000	9.9%
M	673	6.6%
a	673	6.6%
S	470	4.6%
n	470	4.6%
g	470	4.6%
l	470	4.6%
Other values (4)	1308	12.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8677	85.5%
Uppercase Letter	1470	14.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	1673	19.3%
i	1470	16.9%
e	1470	16.9%
d	1000	11.5%
a	673	7.8%
n	470	5.4%
g	470	5.4%
l	470	5.4%
v	327	3.8%
o	327	3.8%

Uppercase Letter

Value	Count	Frequency (%)
M	673	45.8%
S	470	32.0%
D	327	22.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10147	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	1673	16.5%
i	1470	14.5%
e	1470	14.5%
d	1000	9.9%
M	673	6.6%
a	673	6.6%
S	470	4.6%
n	470	4.6%
g	470	4.6%
l	470	4.6%
Other values (4)	1308	12.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10147	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	1673	16.5%
i	1470	14.5%
e	1470	14.5%
d	1000	9.9%
M	673	6.6%
a	673	6.6%
S	470	4.6%
n	470	4.6%
g	470	4.6%
l	470	4.6%
Other values (4)	1308	12.9%

MonthlyIncome
Real number (ℝ)

HIGH CORRELATION

Distinct	1349
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6502.9313

Minimum	1009
Maximum	19999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	1009
5-th percentile	2097.9
Q1	2911
median	4919
Q3	8379
95-th percentile	17821.35
Maximum	19999
Range	18990
Interquartile range (IQR)	5468

Descriptive statistics

Standard deviation	4707.9568
Coefficient of variation (CV)	0.72397455
Kurtosis	1.0052327
Mean	6502.9313
Median Absolute Deviation (MAD)	2199
Skewness	1.3698167
Sum	9559309
Variance	22164857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2342	4	0.3%
2451	3	0.2%
2741	3	0.2%
6347	3	0.2%
6142	3	0.2%
2610	3	0.2%
3452	3	0.2%
2380	3	0.2%
2404	3	0.2%
5562	3	0.2%
Other values (1339)	1439	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1009	1	0.1%
1051	1	0.1%
1052	1	0.1%
1081	1	0.1%
1091	1	0.1%
1102	1	0.1%
1118	1	0.1%
1129	1	0.1%
1200	1	0.1%
1223	1	0.1%

Value	Count	Frequency (%)
19999	1	0.1%
19973	1	0.1%
19943	1	0.1%
19926	1	0.1%
19859	1	0.1%
19847	1	0.1%
19845	1	0.1%
19833	1	0.1%
19740	1	0.1%
19717	1	0.1%

MonthlyAchievement
Real number (ℝ)

Distinct	1427
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14313.103

Minimum	2094
Maximum	26999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	2094
5-th percentile	3384.55
Q1	8047
median	14235.5
Q3	20461.5
95-th percentile	25431.9
Maximum	26999
Range	24905
Interquartile range (IQR)	12414.5

Descriptive statistics

Standard deviation	7117.786
Coefficient of variation (CV)	0.4972916
Kurtosis	-1.2149561
Mean	14313.103
Median Absolute Deviation (MAD)	6206.5
Skewness	0.018577808
Sum	21040262
Variance	50662878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9150	3	0.2%
4223	3	0.2%
22074	2	0.1%
21981	2	0.1%
6670	2	0.1%
20364	2	0.1%
6881	2	0.1%
12858	2	0.1%
6069	2	0.1%
4156	2	0.1%
Other values (1417)	1448	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2094	1	0.1%
2097	1	0.1%
2104	1	0.1%
2112	1	0.1%
2122	1	0.1%
2125	2	0.1%
2137	1	0.1%
2227	1	0.1%
2243	1	0.1%
2253	1	0.1%

Value	Count	Frequency (%)
26999	1	0.1%
26997	1	0.1%
26968	1	0.1%
26959	1	0.1%
26956	1	0.1%
26933	1	0.1%
26914	1	0.1%
26897	1	0.1%
26894	1	0.1%
26862	1	0.1%

NumCompaniesWorked
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6931973

Minimum	0
Maximum	9
Zeros	197
Zeros (%)	13.4%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.498009
Coefficient of variation (CV)	0.92752545
Kurtosis	0.010213817
Mean	2.6931973
Median Absolute Deviation (MAD)	1
Skewness	1.0264711
Sum	3959
Variance	6.240049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	521	35.4%
0	197	13.4%
3	159	10.8%
2	146	9.9%
4	139	9.5%
7	74	5.0%
6	70	4.8%
5	63	4.3%
9	52	3.5%
8	49	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	197	13.4%
1	521	35.4%
2	146	9.9%
3	159	10.8%
4	139	9.5%
5	63	4.3%
6	70	4.8%
7	74	5.0%
8	49	3.3%
9	52	3.5%

Value	Count	Frequency (%)
9	52	3.5%
8	49	3.3%
7	74	5.0%
6	70	4.8%
5	63	4.3%
4	139	9.5%
3	159	10.8%
2	146	9.9%
1	521	35.4%
0	197	13.4%

Over18
Boolean

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

True	1470

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	1470	100.0%

OverTime
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

False	1054
True	416

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	1054	71.7%
True	416	28.3%

PercentSalaryHike
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2095238

Minimum	5
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	6
median	8
Q3	12
95-th percentile	16
Maximum	19
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6599377
Coefficient of variation (CV)	0.39740792
Kurtosis	-0.30059822
Mean	9.2095238
Median Absolute Deviation (MAD)	2
Skewness	0.82112798
Sum	13538
Variance	13.395144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
5	210	14.3%
7	209	14.2%
8	201	13.7%
6	198	13.5%
9	101	6.9%
12	89	6.1%
11	82	5.6%
10	78	5.3%
13	76	5.2%
16	56	3.8%
Other values (5)	170	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	210	14.3%
6	198	13.5%
7	209	14.2%
8	201	13.7%
9	101	6.9%
10	78	5.3%
11	82	5.6%
12	89	6.1%
13	76	5.2%
14	55	3.7%

Value	Count	Frequency (%)
19	18	1.2%
18	21	1.4%
17	28	1.9%
16	56	3.8%
15	48	3.3%
14	55	3.7%
13	76	5.2%
12	89	6.1%
11	82	5.6%
10	78	5.3%

PerformanceRating
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

3	495
2	436
4	276
1	263

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
3	495	33.7%
2	436	29.7%
4	276	18.8%
1	263	17.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	495	33.7%
2	436	29.7%
4	276	18.8%
1	263	17.9%

Most occurring characters

Value	Count	Frequency (%)
3	495	33.7%
2	436	29.7%
4	276	18.8%
1	263	17.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	495	33.7%
2	436	29.7%
4	276	18.8%
1	263	17.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	495	33.7%
2	436	29.7%
4	276	18.8%
1	263	17.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	495	33.7%
2	436	29.7%
4	276	18.8%
1	263	17.9%

RelationshipSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

3	459
4	432
2	303
1	276

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	4
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	459	31.2%
4	432	29.4%
2	303	20.6%
1	276	18.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	459	31.2%
4	432	29.4%
2	303	20.6%
1	276	18.8%

Most occurring characters

Value	Count	Frequency (%)
3	459	31.2%
4	432	29.4%
2	303	20.6%
1	276	18.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	459	31.2%
4	432	29.4%
2	303	20.6%
1	276	18.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	459	31.2%
4	432	29.4%
2	303	20.6%
1	276	18.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	459	31.2%
4	432	29.4%
2	303	20.6%
1	276	18.8%

StandardHours
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

80	1470

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2940
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	80
2nd row	80
3rd row	80
4th row	80
5th row	80

Common Values

Value	Count	Frequency (%)
80	1470	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
80	1470	100.0%

Most occurring characters

Value	Count	Frequency (%)
8	1470	50.0%
0	1470	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2940	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
8	1470	50.0%
0	1470	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2940	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
8	1470	50.0%
0	1470	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2940	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
8	1470	50.0%
0	1470	50.0%

StockOptionLevel
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

0	631
1	596
2	158
3	85

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	631	42.9%
1	596	40.5%
2	158	10.7%
3	85	5.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	631	42.9%
1	596	40.5%
2	158	10.7%
3	85	5.8%

Most occurring characters

Value	Count	Frequency (%)
0	631	42.9%
1	596	40.5%
2	158	10.7%
3	85	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	631	42.9%
1	596	40.5%
2	158	10.7%
3	85	5.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	631	42.9%
1	596	40.5%
2	158	10.7%
3	85	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	631	42.9%
1	596	40.5%
2	158	10.7%
3	85	5.8%

TotalWorkingYears
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.279592

Minimum	0
Maximum	40
Zeros	11
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	15
95-th percentile	28
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.7807817
Coefficient of variation (CV)	0.68981057
Kurtosis	0.91826954
Mean	11.279592
Median Absolute Deviation (MAD)	4
Skewness	1.1171719
Sum	16581
Variance	60.540563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
10	202	13.7%
6	125	8.5%
8	103	7.0%
9	96	6.5%
5	88	6.0%
7	81	5.5%
1	81	5.5%
4	63	4.3%
12	48	3.3%
3	42	2.9%
Other values (30)	541	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	0.7%
1	81	5.5%
2	31	2.1%
3	42	2.9%
4	63	4.3%
5	88	6.0%
6	125	8.5%
7	81	5.5%
8	103	7.0%
9	96	6.5%

Value	Count	Frequency (%)
40	2	0.1%
38	1	0.1%
37	4	0.3%
36	6	0.4%
35	3	0.2%
34	5	0.3%
33	7	0.5%
32	9	0.6%
31	9	0.6%
30	7	0.5%

TrainingTimesLastYear
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7993197

Minimum	0
Maximum	6
Zeros	54
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2892706
Coefficient of variation (CV)	0.46056569
Kurtosis	0.49499299
Mean	2.7993197
Median Absolute Deviation (MAD)	1
Skewness	0.55312417
Sum	4115
Variance	1.6622187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	547	37.2%
3	491	33.4%
4	123	8.4%
5	119	8.1%
1	71	4.8%
6	65	4.4%
0	54	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	54	3.7%
1	71	4.8%
2	547	37.2%
3	491	33.4%
4	123	8.4%
5	119	8.1%
6	65	4.4%

Value	Count	Frequency (%)
6	65	4.4%
5	119	8.1%
4	123	8.4%
3	491	33.4%
2	547	37.2%
1	71	4.8%
0	54	3.7%

WorkLifeBalance
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

3	893
2	344
4	153
1	80

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1470
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
3	893	60.7%
2	344	23.4%
4	153	10.4%
1	80	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	893	60.7%
2	344	23.4%
4	153	10.4%
1	80	5.4%

Most occurring characters

Value	Count	Frequency (%)
3	893	60.7%
2	344	23.4%
4	153	10.4%
1	80	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1470	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	893	60.7%
2	344	23.4%
4	153	10.4%
1	80	5.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	1470	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	893	60.7%
2	344	23.4%
4	153	10.4%
1	80	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1470	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	893	60.7%
2	344	23.4%
4	153	10.4%
1	80	5.4%

YearsAtCompany
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0081633

Minimum	0
Maximum	40
Zeros	44
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	9
95-th percentile	20
Maximum	40
Range	40
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.1265252
Coefficient of variation (CV)	0.87419841
Kurtosis	3.9355088
Mean	7.0081633
Median Absolute Deviation (MAD)	3
Skewness	1.7645295
Sum	10302
Variance	37.53431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
5	196	13.3%
1	171	11.6%
3	128	8.7%
2	127	8.6%
10	120	8.2%
4	110	7.5%
7	90	6.1%
9	82	5.6%
8	80	5.4%
6	76	5.2%
Other values (27)	290	19.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	3.0%
1	171	11.6%
2	127	8.6%
3	128	8.7%
4	110	7.5%
5	196	13.3%
6	76	5.2%
7	90	6.1%
8	80	5.4%
9	82	5.6%

Value	Count	Frequency (%)
40	1	0.1%
37	1	0.1%
36	2	0.1%
34	1	0.1%
33	5	0.3%
32	3	0.2%
31	3	0.2%
30	1	0.1%
29	2	0.1%
27	2	0.1%

YearsInCurrentRole
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2292517

Minimum	0
Maximum	18
Zeros	244
Zeros (%)	16.6%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	11
Maximum	18
Range	18
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.623137
Coefficient of variation (CV)	0.85668513
Kurtosis	0.47742077
Mean	4.2292517
Median Absolute Deviation (MAD)	3
Skewness	0.91736316
Sum	6217
Variance	13.127122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2	372	25.3%
0	244	16.6%
7	222	15.1%
3	135	9.2%
4	104	7.1%
8	89	6.1%
9	67	4.6%
1	57	3.9%
6	37	2.5%
5	36	2.4%
Other values (9)	107	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	244	16.6%
1	57	3.9%
2	372	25.3%
3	135	9.2%
4	104	7.1%
5	36	2.4%
6	37	2.5%
7	222	15.1%
8	89	6.1%
9	67	4.6%

Value	Count	Frequency (%)
18	2	0.1%
17	4	0.3%
16	7	0.5%
15	8	0.5%
14	11	0.7%
13	14	1.0%
12	10	0.7%
11	22	1.5%
10	29	2.0%
9	67	4.6%

YearsSinceLastPromotion
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1877551

Minimum	0
Maximum	15
Zeros	581
Zeros (%)	39.5%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.2224303
Coefficient of variation (CV)	1.4729392
Kurtosis	3.6126731
Mean	2.1877551
Median Absolute Deviation (MAD)	1
Skewness	1.98429
Sum	3216
Variance	10.384057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	581	39.5%
1	357	24.3%
2	159	10.8%
7	76	5.2%
4	61	4.1%
3	52	3.5%
5	45	3.1%
6	32	2.2%
11	24	1.6%
8	18	1.2%
Other values (6)	65	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	581	39.5%
1	357	24.3%
2	159	10.8%
3	52	3.5%
4	61	4.1%
5	45	3.1%
6	32	2.2%
7	76	5.2%
8	18	1.2%
9	17	1.2%

Value	Count	Frequency (%)
15	13	0.9%
14	9	0.6%
13	10	0.7%
12	10	0.7%
11	24	1.6%
10	6	0.4%
9	17	1.2%
8	18	1.2%
7	76	5.2%
6	32	2.2%

YearsWithCurrManager
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1231293

Minimum	0
Maximum	17
Zeros	263
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.5681361
Coefficient of variation (CV)	0.86539517
Kurtosis	0.17105808
Mean	4.1231293
Median Absolute Deviation (MAD)	3
Skewness	0.83345099
Sum	6061
Variance	12.731595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
2	344	23.4%
0	263	17.9%
7	216	14.7%
3	142	9.7%
8	107	7.3%
4	98	6.7%
1	76	5.2%
9	64	4.4%
5	31	2.1%
6	29	2.0%
Other values (8)	100	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	263	17.9%
1	76	5.2%
2	344	23.4%
3	142	9.7%
4	98	6.7%
5	31	2.1%
6	29	2.0%
7	216	14.7%
8	107	7.3%
9	64	4.4%

Value	Count	Frequency (%)
17	7	0.5%
16	2	0.1%
15	5	0.3%
14	5	0.3%
13	14	1.0%
12	18	1.2%
11	22	1.5%
10	27	1.8%
9	64	4.4%
8	107	7.3%

HowToEmploy
Categorical

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	11.6 KiB

New_graduate_recruitment	843
agent_A	167
agent_C	151
intern	133
agent_B	109

Length

Max length	24
Median length	24
Mean length	17.068707
Min length	6

Characters and Unicode

Total characters	25091
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	intern
2nd row	intern
3rd row	agent_A
4th row	New_graduate_recruitment
5th row	New_graduate_recruitment

Common Values

Value	Count	Frequency (%)
New_graduate_recruitment	843	57.3%
agent_A	167	11.4%
agent_C	151	10.3%
intern	133	9.0%
agent_B	109	7.4%
direct_recruting	67	4.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new_graduate_recruitment	843	57.3%
agent_a	167	11.4%
agent_c	151	10.3%
intern	133	9.0%
agent_b	109	7.4%
direct_recruting	67	4.6%

Most occurring characters

Value	Count	Frequency (%)
e	4066	16.2%
t	3223	12.8%
r	2863	11.4%
_	2180	8.7%
a	2113	8.4%
u	1753	7.0%
n	1603	6.4%
g	1337	5.3%
i	1110	4.4%
c	977	3.9%
Other values (7)	3866	15.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	21641	86.3%
Connector Punctuation	2180	8.7%
Uppercase Letter	1270	5.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	4066	18.8%
t	3223	14.9%
r	2863	13.2%
a	2113	9.8%
u	1753	8.1%
n	1603	7.4%
g	1337	6.2%
i	1110	5.1%
c	977	4.5%
d	910	4.2%
Other values (2)	1686	7.8%

Uppercase Letter

Value	Count	Frequency (%)
N	843	66.4%
A	167	13.1%
C	151	11.9%
B	109	8.6%

Connector Punctuation

Value	Count	Frequency (%)
_	2180	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22911	91.3%
Common	2180	8.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	4066	17.7%
t	3223	14.1%
r	2863	12.5%
a	2113	9.2%
u	1753	7.7%
n	1603	7.0%
g	1337	5.8%
i	1110	4.8%
c	977	4.3%
d	910	4.0%
Other values (6)	2956	12.9%

Common

Value	Count	Frequency (%)
_	2180	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25091	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	4066	16.2%
t	3223	12.8%
r	2863	11.4%
_	2180	8.7%
a	2113	8.4%
u	1753	7.0%
n	1603	6.4%
g	1337	5.3%
i	1110	4.4%
c	977	3.9%
Other values (7)	3866	15.4%

Incentive
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	840
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1183.3864

Minimum	0
Maximum	8584
Zeros	475
Zeros (%)	32.3%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	727.5
Q3	1817
95-th percentile	4194.4
Maximum	8584
Range	8584
Interquartile range (IQR)	1817

Descriptive statistics

Standard deviation	1429.6875
Coefficient of variation (CV)	1.2081325
Kurtosis	2.8955703
Mean	1183.3864
Median Absolute Deviation (MAD)	727.5
Skewness	1.6398126
Sum	1739578
Variance	2044006.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	475	32.3%
513	4	0.3%
1225	4	0.3%
355	3	0.2%
306	3	0.2%
1129	3	0.2%
1171	3	0.2%
119	3	0.2%
1014	3	0.2%
1293	3	0.2%
Other values (830)	966	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	475	32.3%
34	1	0.1%
36	1	0.1%
63	1	0.1%
67	1	0.1%
69	1	0.1%
70	1	0.1%
72	1	0.1%
88	1	0.1%
93	1	0.1%

Value	Count	Frequency (%)
8584	1	0.1%
8016	1	0.1%
7049	1	0.1%
7005	1	0.1%
6788	1	0.1%
6749	1	0.1%
6634	1	0.1%
6618	1	0.1%
6595	1	0.1%
6594	1	0.1%

RemoteWork
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8244898

Minimum	0
Maximum	5
Zeros	44
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	11.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2295207
Coefficient of variation (CV)	0.43530718
Kurtosis	-0.51263302
Mean	2.8244898
Median Absolute Deviation (MAD)	1
Skewness	-0.10517327
Sum	4152
Variance	1.5117211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	435	29.6%
2	387	26.3%
4	311	21.2%
1	159	10.8%
5	134	9.1%
0	44	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	3.0%
1	159	10.8%
2	387	26.3%
3	435	29.6%
4	311	21.2%
5	134	9.1%

Value	Count	Frequency (%)
5	134	9.1%
4	311	21.2%
3	435	29.6%
2	387	26.3%
1	159	10.8%
0	44	3.0%

Auto

Heatmap
Table

	Age	Attrition	BusinessTravel	DailyAchievement	Department	DistanceFromHome	Education	EducationField	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyAchievement	HowToEmploy	Incentive	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyAchievement	MonthlyIncome	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	RemoteWork	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager
Age	1.000	0.213	0.041	0.007	0.000	-0.019	0.153	0.000	-0.002	0.006	0.000	0.029	0.064	0.011	0.025	0.295	0.175	0.000	0.141	0.017	0.472	0.353	0.000	0.008	0.000	0.035	0.006	0.093	0.657	0.000	0.033	0.252	0.198	0.174	0.195
Attrition	0.213	1.000	0.123	-0.057	0.077	0.079	0.000	0.087	-0.010	0.115	0.009	-0.007	0.070	-0.069	0.132	0.216	0.231	0.099	0.173	0.015	-0.198	0.031	0.243	-0.024	0.035	0.039	-0.124	0.198	-0.199	-0.052	0.095	-0.190	-0.181	-0.053	-0.175
BusinessTravel	0.041	0.123	1.000	-0.000	0.000	-0.007	0.000	0.000	-0.011	0.000	0.037	0.028	0.024	-0.015	0.016	0.000	0.000	0.000	0.035	-0.012	0.028	0.034	0.024	-0.027	0.029	0.000	-0.047	0.000	0.025	0.015	0.000	-0.022	-0.025	-0.035	-0.024
DailyAchievement	0.007	-0.057	-0.000	1.000	0.000	-0.003	0.017	0.039	-0.052	0.000	0.031	0.024	0.048	-0.012	0.016	0.000	0.000	0.000	0.085	-0.032	0.016	0.037	0.000	0.025	0.022	0.000	0.009	0.040	0.021	-0.011	0.012	-0.010	0.007	-0.038	-0.005
Department	0.000	0.077	0.000	0.000	1.000	0.030	0.000	0.588	-0.004	0.018	0.026	-0.007	0.028	0.048	0.000	0.212	0.937	0.029	0.030	0.022	0.165	-0.031	0.000	-0.006	0.000	0.020	0.026	0.000	-0.004	0.043	0.047	0.034	0.056	0.020	0.024
DistanceFromHome	-0.019	0.079	-0.007	-0.003	0.030	1.000	0.000	0.000	0.039	0.000	0.030	0.020	0.024	0.039	0.028	0.054	0.000	0.000	0.000	0.040	0.003	-0.010	0.066	0.030	0.027	0.025	0.477	0.015	-0.003	-0.025	0.000	0.011	0.014	-0.005	0.004
Education	0.153	0.000	0.000	0.017	0.000	0.000	1.000	0.055	0.043	0.019	0.000	0.014	0.000	0.036	0.000	0.088	0.051	0.015	0.000	-0.021	0.120	0.135	0.001	0.004	0.049	0.016	0.005	0.027	0.162	-0.024	0.000	0.064	0.055	0.032	0.051
EducationField	0.000	0.087	0.000	0.039	0.588	0.000	0.055	1.000	-0.005	0.031	0.000	-0.026	0.000	-0.004	0.000	0.091	0.336	0.017	0.000	-0.028	-0.035	-0.012	0.000	-0.002	0.000	0.040	-0.027	0.032	-0.022	0.049	0.027	-0.001	-0.007	0.013	0.008
EmployeeNumber	-0.002	-0.010	-0.011	-0.052	-0.004	0.039	0.043	-0.005	1.000	0.000	0.050	0.035	0.000	0.032	0.035	0.036	0.000	0.000	0.000	0.012	0.002	0.007	0.016	-0.008	0.057	0.055	0.010	0.068	-0.004	0.027	0.000	0.013	-0.001	0.008	-0.005
EnvironmentSatisfaction	0.006	0.115	0.000	0.000	0.018	0.000	0.019	0.031	0.000	1.000	0.000	-0.052	0.000	0.015	0.034	0.000	0.000	0.000	0.019	0.037	-0.015	0.006	0.060	-0.030	0.000	0.000	0.004	0.000	-0.014	-0.012	0.000	0.008	0.020	0.026	-0.002
Gender	0.000	0.009	0.037	0.031	0.026	0.030	0.000	0.000	0.050	0.000	1.000	-0.000	0.000	-0.000	0.000	0.048	0.074	0.000	0.032	-0.042	-0.044	-0.041	0.031	0.010	0.000	0.000	0.043	0.000	-0.049	-0.033	0.000	-0.042	-0.030	-0.025	-0.027
HourlyAchievement	0.029	-0.007	0.028	0.024	-0.007	0.020	0.014	-0.026	0.035	-0.052	-0.000	1.000	0.026	0.026	0.000	0.000	0.023	0.010	0.000	-0.015	-0.020	0.019	0.064	-0.010	0.011	0.000	-0.035	0.052	-0.012	0.000	0.000	-0.029	-0.034	-0.052	-0.014
HowToEmploy	0.064	0.070	0.024	0.048	0.028	0.024	0.000	0.000	0.000	0.000	0.000	0.026	1.000	-0.108	0.000	0.106	0.093	0.000	0.024	-0.063	-0.068	-0.005	0.048	-0.001	0.161	0.032	-0.017	0.003	-0.055	-0.040	0.000	-0.027	-0.012	-0.043	0.006
Incentive	0.011	-0.069	-0.015	-0.012	0.048	0.039	0.036	-0.004	0.032	0.015	-0.000	0.026	-0.108	1.000	0.007	0.307	0.169	0.021	0.000	0.406	0.020	0.051	0.000	0.535	0.378	0.054	0.218	0.000	-0.015	-0.006	0.000	-0.043	-0.005	-0.055	-0.023
JobInvolvement	0.025	0.132	0.016	0.016	0.000	0.028	0.000	0.000	0.035	0.034	0.000	0.000	0.000	0.007	1.000	0.000	0.000	0.000	0.024	-0.018	-0.025	0.015	0.000	-0.017	0.000	0.000	-0.005	0.022	0.006	0.002	0.000	0.014	0.016	-0.008	0.037
JobLevel	0.295	0.216	0.000	0.000	0.212	0.054	0.088	0.091	0.036	0.000	0.048	0.000	0.106	0.307	0.000	1.000	0.569	0.000	0.046	0.053	0.920	0.178	0.000	-0.032	0.000	0.000	0.058	0.069	0.735	-0.020	0.000	0.472	0.391	0.269	0.371
JobRole	0.175	0.231	0.000	0.000	0.937	0.000	0.051	0.336	0.000	0.000	0.074	0.023	0.093	0.169	0.000	0.569	1.000	0.000	0.061	0.006	-0.044	-0.066	0.000	0.002	0.000	0.030	0.011	0.039	-0.148	0.022	0.029	-0.055	-0.013	-0.019	-0.035
JobSatisfaction	0.000	0.099	0.000	0.000	0.029	0.000	0.015	0.017	0.000	0.000	0.000	0.010	0.000	0.021	0.000	0.000	0.000	1.000	0.000	-0.003	0.005	-0.052	0.022	0.024	0.000	0.000	0.486	0.000	-0.016	-0.012	0.000	0.012	0.001	0.007	-0.017
MaritalStatus	0.141	0.173	0.035	0.085	0.030	0.000	0.000	0.000	0.000	0.019	0.032	0.000	0.024	0.000	0.024	0.046	0.061	0.000	1.000	0.025	-0.079	-0.053	0.000	0.014	0.000	0.025	-0.022	0.581	-0.093	0.011	0.000	-0.071	-0.065	-0.018	-0.047
MonthlyAchievement	0.017	0.015	-0.012	-0.032	0.022	0.040	-0.021	-0.028	0.012	0.037	-0.042	-0.015	-0.063	0.406	-0.018	0.053	0.006	-0.003	0.025	1.000	0.054	0.020	0.000	-0.005	0.066	0.055	0.020	0.000	0.013	-0.010	0.034	-0.030	-0.007	-0.016	-0.035
MonthlyIncome	0.472	-0.198	0.028	0.016	0.165	0.003	0.120	-0.035	0.002	-0.015	-0.044	-0.020	-0.068	0.020	-0.025	0.920	-0.044	0.005	-0.079	0.054	1.000	0.190	0.000	-0.034	0.000	0.043	0.050	0.056	0.710	-0.035	0.000	0.464	0.395	0.265	0.365
NumCompaniesWorked	0.353	0.031	0.034	0.037	-0.031	-0.010	0.135	-0.012	0.007	0.006	-0.041	0.019	-0.005	0.051	0.015	0.178	-0.066	-0.052	-0.053	0.020	0.190	1.000	0.000	0.000	0.043	0.000	-0.022	0.000	0.315	-0.047	0.051	-0.171	-0.128	-0.067	-0.144
OverTime	0.000	0.243	0.024	0.000	0.000	0.066	0.001	0.000	0.016	0.060	0.031	0.064	0.048	0.000	0.000	0.000	0.000	0.022	0.000	0.000	0.000	0.000	1.000	-0.015	0.019	0.025	-0.023	0.000	0.000	-0.071	0.000	-0.036	-0.036	-0.016	-0.040
PercentSalaryHike	0.008	-0.024	-0.027	0.025	-0.006	0.030	0.004	-0.002	-0.008	-0.030	0.010	-0.010	-0.001	0.535	-0.017	-0.032	0.002	0.024	0.014	-0.005	-0.034	0.000	-0.015	1.000	0.742	0.027	0.314	0.000	-0.026	-0.004	0.000	-0.054	-0.026	-0.055	-0.026
PerformanceRating	0.000	0.035	0.029	0.022	0.000	0.027	0.049	0.000	0.057	0.000	0.000	0.011	0.161	0.378	0.000	0.000	0.000	0.000	0.000	0.066	0.000	0.043	0.019	0.742	1.000	0.012	0.328	0.000	0.020	-0.007	0.019	-0.022	0.007	-0.036	-0.005
RelationshipSatisfaction	0.035	0.039	0.000	0.000	0.020	0.025	0.016	0.040	0.055	0.000	0.000	0.000	0.032	0.054	0.000	0.000	0.030	0.000	0.025	0.055	0.043	0.000	0.025	0.027	0.012	1.000	-0.040	0.030	0.004	0.005	0.000	-0.001	-0.021	0.037	0.000
RemoteWork	0.006	-0.124	-0.047	0.009	0.026	0.477	0.005	-0.027	0.010	0.004	0.043	-0.035	-0.017	0.218	-0.005	0.058	0.011	0.486	-0.022	0.020	0.050	-0.022	-0.023	0.314	0.328	-0.040	1.000	0.057	0.023	-0.038	0.000	0.024	0.022	0.025	0.018
StockOptionLevel	0.093	0.198	0.000	0.040	0.000	0.015	0.027	0.032	0.068	0.000	0.000	0.052	0.003	0.000	0.022	0.069	0.039	0.000	0.581	0.000	0.056	0.000	0.000	0.000	0.000	0.030	0.057	1.000	0.053	0.003	0.019	0.065	0.072	0.028	0.054
TotalWorkingYears	0.657	-0.199	0.025	0.021	-0.004	-0.003	0.162	-0.022	-0.004	-0.014	-0.049	-0.012	-0.055	-0.015	0.006	0.735	-0.148	-0.016	-0.093	0.013	0.710	0.315	0.000	-0.026	0.020	0.004	0.023	0.053	1.000	-0.014	0.000	0.594	0.493	0.335	0.495
TrainingTimesLastYear	0.000	-0.052	0.015	-0.011	0.043	-0.025	-0.024	0.049	0.027	-0.012	-0.033	0.000	-0.040	-0.006	0.002	-0.020	0.022	-0.012	0.011	-0.010	-0.035	-0.047	-0.071	-0.004	-0.007	0.005	-0.038	0.003	-0.014	1.000	0.000	0.001	0.005	0.010	-0.012
WorkLifeBalance	0.033	0.095	0.000	0.012	0.047	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.000	0.034	0.000	0.051	0.000	0.000	0.019	0.000	0.000	0.019	0.000	0.000	1.000	0.005	0.023	0.002	-0.005
YearsAtCompany	0.252	-0.190	-0.022	-0.010	0.034	0.011	0.064	-0.001	0.013	0.008	-0.042	-0.029	-0.027	-0.043	0.014	0.472	-0.055	0.012	-0.071	-0.030	0.464	-0.171	-0.036	-0.054	-0.022	-0.001	0.024	0.065	0.594	0.001	0.005	1.000	0.854	0.520	0.843
YearsInCurrentRole	0.198	-0.181	-0.025	0.007	0.056	0.014	0.055	-0.007	-0.001	0.020	-0.030	-0.034	-0.012	-0.005	0.016	0.391	-0.013	0.001	-0.065	-0.007	0.395	-0.128	-0.036	-0.026	0.007	-0.021	0.022	0.072	0.493	0.005	0.023	0.854	1.000	0.506	0.725
YearsSinceLastPromotion	0.174	-0.053	-0.035	-0.038	0.020	-0.005	0.032	0.013	0.008	0.026	-0.025	-0.052	-0.043	-0.055	-0.008	0.269	-0.019	0.007	-0.018	-0.016	0.265	-0.067	-0.016	-0.055	-0.036	0.037	0.025	0.028	0.335	0.010	0.002	0.520	0.506	1.000	0.467
YearsWithCurrManager	0.195	-0.175	-0.024	-0.005	0.024	0.004	0.051	0.008	-0.005	-0.002	-0.027	-0.014	0.006	-0.023	0.037	0.371	-0.035	-0.017	-0.047	-0.035	0.365	-0.144	-0.040	-0.026	-0.005	0.000	0.018	0.054	0.495	-0.012	-0.005	0.843	0.725	0.467	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Age	Attrition	BusinessTravel	DailyAchievement	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyAchievement	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyAchievement	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	HowToEmploy	RemoteWork
0	25	No	Travel_Rarely	1280	Research & Development	7	1	Medical	1	143	4	Male	64	2	1	Research Scientist	4	Married	2889	26897	1	Y	No	5	1	3	80	2	2	2	3	2	2	2	1	intern	4
1	27	No	Travel_Rarely	1167	Research & Development	4	2	Life Sciences	1	1259	1	Male	76	3	1	Research Scientist	3	Divorced	2517	3208	1	Y	No	5	1	2	80	3	5	2	3	5	3	0	3	intern	1
2	25	Yes	Travel_Rarely	240	Sales	5	3	Marketing	1	142	3	Male	46	2	2	Sales Executive	3	Single	5744	26959	1	Y	Yes	5	1	4	80	0	6	1	3	6	4	0	3	agent_A	2
3	28	No	Travel_Rarely	440	Research & Development	21	3	Medical	1	221	3	Male	42	3	1	Research Scientist	4	Married	2713	6672	1	Y	No	5	1	3	80	1	5	2	1	5	2	0	2	New_graduate_recruitment	5
4	28	Yes	Travel_Rarely	529	Research & Development	2	4	Life Sciences	1	364	1	Male	79	3	1	Laboratory Technician	3	Single	3485	14935	2	Y	No	5	1	3	80	0	5	5	1	0	0	0	0	New_graduate_recruitment	1
5	27	No	Travel_Rarely	1377	Sales	2	3	Life Sciences	1	437	4	Male	74	3	2	Sales Executive	3	Single	4478	5242	1	Y	Yes	5	1	1	80	0	5	3	3	5	4	0	4	New_graduate_recruitment	2
6	21	Yes	Travel_Frequently	756	Sales	1	1	Technical Degree	1	478	1	Female	99	2	1	Sales Representative	2	Single	2174	9150	1	Y	Yes	5	1	3	80	0	3	3	3	3	2	1	2	direct_recruting	1
7	25	No	Travel_Rarely	891	Sales	4	2	Life Sciences	1	527	2	Female	99	2	2	Sales Executive	4	Single	4487	12090	1	Y	Yes	5	1	2	80	0	5	3	3	5	4	1	3	agent_A	3
8	26	Yes	Travel_Frequently	426	Human Resources	17	4	Life Sciences	1	608	2	Female	58	3	1	Human Resources	3	Divorced	2741	22808	0	Y	Yes	5	1	2	80	1	8	2	2	7	7	1	0	agent_A	2
9	24	No	Travel_Rarely	691	Research & Development	23	3	Medical	1	639	2	Male	89	4	1	Research Scientist	4	Married	2725	21630	1	Y	Yes	5	1	2	80	2	6	3	3	6	5	1	4	New_graduate_recruitment	4

	Age	Attrition	BusinessTravel	DailyAchievement	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyAchievement	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyAchievement	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	HowToEmploy	Incentive	RemoteWork
1460	36	No	Travel_Rarely	1278	Human Resources	8	3	Life Sciences	1	878	1	Male	77	2	1	Human Resources	1	Married	2342	8635	0	Y	No	15	4	3	80	0	6	3	3	5	4	0	3	agent_A	1171	1
1461	36	No	Travel_Rarely	216	Research & Development	6	2	Medical	1	178	2	Male	84	3	2	Manufacturing Director	2	Divorced	4941	2819	6	Y	No	14	4	4	80	2	7	0	3	3	2	0	1	New_graduate_recruitment	0	4
1462	19	No	Travel_Rarely	1181	Research & Development	3	1	Medical	1	201	2	Female	79	3	1	Laboratory Technician	2	Single	1483	16102	1	Y	No	8	3	4	80	0	1	3	3	1	0	0	0	New_graduate_recruitment	741	2
1463	28	No	Non-Travel	120	Sales	4	3	Medical	1	129	2	Male	43	3	2	Sales Executive	3	Married	4221	8863	1	Y	No	9	3	2	80	0	5	3	4	5	4	0	4	New_graduate_recruitment	2110	4
1464	41	No	Travel_Frequently	1200	Research & Development	22	3	Life Sciences	1	1392	4	Female	75	3	2	Research Scientist	4	Divorced	5467	13953	3	Y	Yes	8	3	1	80	2	12	4	2	6	2	3	3	intern	2733	5
1465	39	No	Travel_Rarely	1089	Research & Development	6	3	Life Sciences	1	1525	2	Female	32	3	3	Manufacturing Director	2	Single	8376	9150	4	Y	No	12	3	4	80	0	9	3	3	2	0	2	2	New_graduate_recruitment	774	3
1466	32	No	Non-Travel	1146	Research & Development	15	4	Medical	1	1955	3	Female	34	3	2	Healthcare Representative	4	Divorced	6667	16542	5	Y	No	12	3	2	80	1	9	6	3	5	1	1	2	New_graduate_recruitment	3333	5
1467	35	No	Travel_Frequently	853	Sales	18	5	Life Sciences	1	74	2	Male	71	3	3	Sales Executive	1	Married	9069	11031	1	Y	No	16	4	4	80	1	9	3	2	9	8	1	8	agent_A	1962	3
1468	28	No	Travel_Rarely	995	Research & Development	9	3	Medical	1	930	3	Female	77	3	1	Research Scientist	3	Divorced	2377	9834	5	Y	No	12	3	2	80	1	6	2	3	2	2	2	2	intern	1188	3
1469	43	No	Travel_Rarely	930	Research & Development	6	3	Medical	1	1402	1	Female	73	2	2	Research Scientist	3	Single	4081	20003	1	Y	Yes	8	3	1	80	0	20	3	1	20	7	1	8	New_graduate_recruitment	2040	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length